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Facial-Attribute-Detection

Object Detection
PyTorch
real_time
bu_iot
android
Model card Files
xet
 Community
1

Facial-Attribute-Detection: Optimized for Qualcomm Devices

Detects attributes (eye closeness, mask presence, eyeglasses presence, sunglasses presence) that apply to a given face. This model's architecture was developed by Qualcomm. The model was trained by Qualcomm on a proprietary dataset of faces, but can be used on any image.

This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime Precision Chipset SDK Versions Download
ONNX float Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a8 Universal QAIRT 2.45 Download
TFLITE float Universal QAIRT 2.45 Download
TFLITE w8a8 Universal QAIRT 2.45 Download

For more device-specific assets and performance metrics, visit Facial-Attribute-Detection on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

  • Custom weights (e.g., fine-tuned checkpoints)
  • Custom input shapes
  • Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for Facial-Attribute-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Model checkpoint: multitask_FR_state_dict.pt
  • Input resolution: 128x128
  • Number of parameters: 12.1M
  • Model size (float): 46.3 MB
  • Model size (w8a8): 12.3 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Facial-Attribute-Detection ONNX float Snapdragon® X2 Elite 0.419 ms 1 - 1 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® X Elite 0.841 ms 22 - 22 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 0.647 ms 0 - 83 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 1.273 ms 0 - 79 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.859 ms 0 - 31 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® QCS8450 1.273 ms 0 - 79 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 1.217 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.841 ms 22 - 22 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 0.51 ms 0 - 56 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Elite Mobile 0.51 ms 0 - 56 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.442 ms 0 - 57 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® X2 Elite 0.179 ms 1 - 1 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® X Elite 0.393 ms 11 - 11 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.295 ms 0 - 79 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.645 ms 0 - 82 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.443 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.405 ms 0 - 14 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® QCS8450 0.645 ms 0 - 82 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.507 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.393 ms 11 - 11 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.254 ms 0 - 53 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.254 ms 0 - 53 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.221 ms 0 - 56 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® X2 Elite 0.559 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® X Elite 0.959 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.647 ms 0 - 79 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.345 ms 0 - 77 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8275 4.276 ms 0 - 53 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.861 ms 0 - 2 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8775P 1.352 ms 0 - 53 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8650P 1.352 ms 0 - 53 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8255P 1.352 ms 0 - 53 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® QCS8450 1.345 ms 0 - 77 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.373 ms 2 - 4 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.959 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.504 ms 0 - 56 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA7255P 4.276 ms 0 - 53 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8295P 1.55 ms 0 - 48 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 0.504 ms 0 - 56 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.427 ms 0 - 57 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.276 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® X Elite 0.5 ms 1 - 1 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.283 ms 2 - 64 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.624 ms 0 - 66 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.479 ms 0 - 2 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 1.038 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.383 ms 0 - 90 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8775P 0.577 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8650P 0.577 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8255P 0.577 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® QCS8450 0.624 ms 0 - 66 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.452 ms 2 - 4 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.5 ms 1 - 1 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 2.977 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.489 ms 0 - 48 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.239 ms 0 - 52 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA7255P 1.038 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8295P 0.813 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.239 ms 0 - 52 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.207 ms 0 - 51 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.489 ms 0 - 48 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 0.617 ms 0 - 96 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 1.299 ms 0 - 91 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ QCS8275 4.213 ms 0 - 67 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.801 ms 0 - 3 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8775P 1.354 ms 0 - 70 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8650P 1.354 ms 0 - 70 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8255P 1.354 ms 0 - 70 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® QCS8450 1.299 ms 0 - 91 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.182 ms 0 - 24 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 0.488 ms 0 - 64 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA7255P 4.213 ms 0 - 67 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8295P 1.531 ms 0 - 60 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Elite Mobile 0.488 ms 0 - 64 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.418 ms 0 - 64 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.28 ms 0 - 74 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.62 ms 0 - 71 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.408 ms 0 - 13 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 1.071 ms 0 - 45 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.382 ms 0 - 12 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8775P 0.593 ms 0 - 51 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8650P 0.593 ms 0 - 51 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8255P 0.593 ms 0 - 51 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® QCS8450 0.62 ms 0 - 71 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.475 ms 0 - 13 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.976 ms 0 - 43 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.493 ms 0 - 41 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.246 ms 0 - 54 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA7255P 1.071 ms 0 - 45 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8295P 0.841 ms 0 - 43 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.246 ms 0 - 54 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.21 ms 0 - 41 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.493 ms 0 - 41 MB NPU

License

  • The license for the original implementation of Facial-Attribute-Detection can be found here.

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